Fine-tuning and Multimodal frequently appear together in AI job postings, with 18 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $249K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Fine-tuning and Multimodal appear together in 18 current AI job postings, most commonly for AI/ML Engineer positions. This combination signals that employers are looking for versatile engineers who can work across multiple layers of the AI stack. Companies hiring for this pair tend to value candidates who can bridge different technical domains rather than specialize in just one.
Top Roles Requiring Fine-tuning + Multimodal
AI/ML Engineer9 jobs
Prompt Engineer2 jobs
Data Scientist1 jobs
LLM Engineer1 jobs
MLOps Engineer1 jobs
RAG Engineer1 jobs
Career Impact
Professionals who combine Fine-tuning and Multimodal earn a median salary ceiling of
$249K, compared to $228K for Fine-tuning alone and
$244K for Multimodal alone. This 6% premium
reflects the market values the integration of these two skills — employers pay more for candidates who can work across both rather than hiring separate specialists.
Based on our analysis of current AI job postings, 18 positions require both Fine-tuning and Multimodal skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Fine-tuning and Multimodal pay an average of $152K to $249K based on 12 postings with disclosed compensation.
Jobs requiring both Fine-tuning and Multimodal pay $249K on average (max), compared to $228K for Fine-tuning alone and $244K for Multimodal alone. That represents a 6% premium for having both skills.
The most common roles requiring both Fine-tuning and Multimodal are: AI/ML Engineer, Prompt Engineer, Data Scientist, LLM Engineer. These positions typically involve building production AI systems that leverage both technologies.
Data Source: Analysis based on 1,969 AI job postings collected and verified by AI Market Pulse. Data reflects active job listings as of March 2026. Salary figures represent posted compensation ranges and may not include equity, bonuses, or other benefits.
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Methodology
Skill co-occurrence data is derived from 18 job postings that list both Fine-tuning and Multimodal
as required or preferred skills. Salary data includes only postings with disclosed compensation ranges.
Data is updated weekly from major job boards and company career pages.
